{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**复习：**学习完第一章，我们对泰坦尼克号数据有了基本的了解，也学到了一些基本的统计方法，第二章中我们学习了数据的清理和重构，使得数据更加的易于理解；今天我们要学习的是第二章第三节：**数据可视化**，主要给大家介绍一下Python数据可视化库Matplotlib，在本章学习中，你也许会觉得数据很有趣。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2 第二章：数据可视化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 开始之前，导入numpy、pandas包和数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 加载所需的库\n",
    "# 如果出现 ModuleNotFoundError: No module named 'xxxx'\n",
    "# 你只需要在终端/cmd下 pip install xxxx 即可\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PassengerId</th>\n",
       "      <th>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Ticket</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Cabin</th>\n",
       "      <th>Embarked</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Braund, Mr. Owen Harris</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>A/5 21171</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>PC 17599</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>C85</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Heikkinen, Miss. Laina</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>STON/O2. 3101282</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>113803</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>C123</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Allen, Mr. William Henry</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>373450</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PassengerId  Survived  Pclass  \\\n",
       "0            1         0       3   \n",
       "1            2         1       1   \n",
       "2            3         1       3   \n",
       "3            4         1       1   \n",
       "4            5         0       3   \n",
       "\n",
       "                                                Name     Sex   Age  SibSp  \\\n",
       "0                            Braund, Mr. Owen Harris    male  22.0    1.0   \n",
       "1  Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0    1.0   \n",
       "2                             Heikkinen, Miss. Laina  female  26.0    0.0   \n",
       "3       Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0    1.0   \n",
       "4                           Allen, Mr. William Henry    male  35.0    0.0   \n",
       "\n",
       "   Parch            Ticket     Fare Cabin Embarked  \n",
       "0    0.0         A/5 21171   7.2500   NaN        S  \n",
       "1    0.0          PC 17599  71.2833   C85        C  \n",
       "2    0.0  STON/O2. 3101282   7.9250   NaN        S  \n",
       "3    0.0            113803  53.1000  C123        S  \n",
       "4    0.0            373450   8.0500   NaN        S  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#加载经过数据重组保存的数据’result.csv‘\n",
    "text = pd.read_csv(r'E:\\python\\题目\\数据重构的数据集\\result.csv')\n",
    "text.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.7 如何让人一眼看懂你的数据？\n",
    "教材《Python for Data Analysis》第九章"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.7.1 任务一：跟着书本第九章，了解matplotlib，自己创建一个数据项，对其进行基本可视化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "【思考】最基本的可视化图案有哪些？分别适用于那些场景？（比如折线图适合可视化某个属性值随时间变化的走势）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.7.2 任务二：可视化展示泰坦尼克号数据集中男女中生存人数分布情况（用柱状图试试）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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qQJKn0jvj8PeBe4BbgddV1fJh1iUBJNkCeC/wEnoXPLwE+Ouqemiohc0hBn1DkmwJbFRV9w+7Fkmzh0G/AUvy9nU9X1UfmalapNGSfIVRlyfvV1V/OIPlzGnO0W/Yth52AdI6/N2wC1CPI3pJapwj+gYk2Rw4HngGsPlIe1W9aWhFSZ3uSJsPAvvw+N/Ppw6tqDnG4+jb8BngKcBhwBX0vtHLHbKaLT4FnE7v3I4XAWfT+53VDHHqpgFJ/qeqnpPkuqraN8mmwCVV9eJh1yYluaaqDkhyfVU9q2v7r6p6wbBrmyucumnDL7v7e5M8E/gpnmKu2eOhJBsBP+i+ee42YIch1zSnOHXThjOSbAv8Fb3v5r0J+PBwS5J+5W3AFvTOiD0AeB3whqFWNMc4dSNpWiVZQO/M2D2ATbvmqqp9h1fV3GLQNyDJNvRGSPPpm46rqhOHVZM0IsktwDuB64HHRtqr6sdDK2qOcY6+DRcDVzHqD0maJVZXldefHyJH9A1Icm1V7T/sOqSxJDkUOAa4DHh4pL2qLhhaUXOMQd+AJH8BPAB8lcf/Id09tKKkTpLPAk8HbuTX/3GWJ/TNHKdu2vAI8Lf0dniNfHIX4JmHmg2ePXL8vIbDoG/D24Hfrqq7hl2INIarkuxTVTcNu5C5yqBvw43Ag8MuQlqL5wOLktxKb2oxeHjljDLo2/AosDTJt3j8HL2HV2o2OHzYBcx1Bn0bvtTdpFnH4+WHz6NuGpHkicDuVXXLsGuRNLt4rZsGJHkZsBT4Rre8XxJPUJEEGPStOBk4ELgXoKqWAnsOsyBJs4dB34Y1VXXfqDbn5CQB7oxtxQ1JjgU27r627UTgyiHXJGmWcES/AUsy8nVsP6T3fbEPA+cCP6N3DXBJ8qibDVmSm4Aj6H3ZyItGP++1biSBUzcbun+ld6TNU4Elfe3Ba91I6jiib0CS06vqz4Zdh6TZyaCXpMa5M1aSGmfQS1LjDHrNeUnem+TGJNclWZrkoGHXJE0lj7rRnJbkucBLgf2r6uEk2wNPGHJZ0pRyRK+5bifgrqp6GKCq7qqqVUkOSHJFkmuSXJJkpySbJLk6ySEAST6Y5JRhFi8NwqNuNKcl2Qr4DrAF8B/AefQuH3EFsLCqVid5DXBYVb0pyTOAL9K7zMSHgYOq6pHhVC8NxqkbzWlV9UCSA4AX0Du7+DzgA8AzgUuTAGwM3N71v7G79MRXgOca8toQGPSa86rqUeBy4PIk1wMnADdW1XPXssqz6F0SeseZqVCaHOfoNacl2bu74ueI/YCbgXndjlqSbNpN2ZDkFcCTgRcCpyXZZqZrltaXc/Sa07ppm38EtgHWAMuAxcCuwGnAk+j95/sx4EJ68/eHVtWKJCcCB1TVomHULg3KoJekxjl1I0mNM+glqXEGvSQ1zqCXpMYZ9JLUOINekhpn0EtS4wx6SWrc/wMO7p4w4x2gxQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "【思考】计算出泰坦尼克号数据集中男女中死亡人数，并可视化展示？如何和男女生存人数可视化柱状图结合到一起？看到你的数据可视化，说说你的第一感受（比如：你一眼看出男生存活人数更多，那么性别可能会影响存活率）。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.7.3 任务三：可视化展示泰坦尼克号数据集中男女中生存人与死亡人数的比例图（用柱状图试试）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'count')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 计算男女中死亡人数 1表示生存，0表示死亡\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "【提示】男女这两个数据轴，存活和死亡人数按比例用柱状图表示"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.7.4 任务四：可视化展示泰坦尼克号数据集中不同票价的人生存和死亡人数分布情况。（用折线图试试）（横轴是不同票价，纵轴是存活人数）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Fare     Survived\n",
       "8.0500   0           38\n",
       "7.8958   0           37\n",
       "13.0000  0           26\n",
       "7.7500   0           22\n",
       "26.0000  0           16\n",
       "13.0000  1           16\n",
       "26.0000  1           15\n",
       "10.5000  0           15\n",
       "0.0000   0           14\n",
       "7.7750   0           13\n",
       "7.2500   0           12\n",
       "7.7500   1           12\n",
       "8.6625   0           12\n",
       "7.2292   0           11\n",
       "7.8542   0           10\n",
       "7.9250   0           10\n",
       "10.5000  1            9\n",
       "7.2250   0            9\n",
       "26.5500  1            8\n",
       "7.9250   1            8\n",
       "24.1500  0            7\n",
       "9.5000   0            7\n",
       "16.1000  0            7\n",
       "26.5500  0            7\n",
       "69.5500  0            7\n",
       "31.2750  0            7\n",
       "7.0500   0            7\n",
       "14.4542  0            6\n",
       "27.9000  0            6\n",
       "39.6875  0            6\n",
       "                     ..\n",
       "90.0000  0            1\n",
       "12.8750  0            1\n",
       "12.6500  1            1\n",
       "12.5250  0            1\n",
       "16.0000  1            1\n",
       "81.8583  1            1\n",
       "17.4000  1            1\n",
       "79.6500  0            1\n",
       "75.2500  1            1\n",
       "26.3875  1            1\n",
       "76.2917  1            1\n",
       "26.2833  1            1\n",
       "25.9250  0            1\n",
       "25.5875  0            1\n",
       "24.1500  1            1\n",
       "78.8500  0            1\n",
       "24.0000  1            1\n",
       "         0            1\n",
       "78.8500  1            1\n",
       "22.5250  0            1\n",
       "22.0250  1            1\n",
       "21.6792  0            1\n",
       "20.5750  1            1\n",
       "         0            1\n",
       "20.5250  0            1\n",
       "20.2500  1            1\n",
       "         0            1\n",
       "18.7875  1            1\n",
       "         0            1\n",
       "15.0500  0            1\n",
       "Name: Survived, Length: 330, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 计算不同票价中生存与死亡人数 1表示生存，0表示死亡\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1296 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 排序前绘折线图\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1296 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 排序后绘折线图\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "【思考】看到你的数据可视化，说说你的第一感受（比如：你一眼看出男生存活人数更多，那么性别可能会影响存活率）。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "scrolled": true
   },
   "source": [
    "#### 2.7.5 任务五：可视化展示泰坦尼克号数据集中不同仓位等级的人生存和死亡人员的分布情况。（用柱状图试试）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pclass  Survived\n",
       "1       1           136\n",
       "        0            80\n",
       "2       0            97\n",
       "        1            87\n",
       "3       0           372\n",
       "        1           119\n",
       "Name: Survived, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 1表示生存，0表示死亡\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1be2b660ac8>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "【思考】看到你的数据可视化，说说你的第一感受（比如：你一眼看出男生存活人数更多，那么性别可能会影响存活率）。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.7.6 任务六：可视化展示泰坦尼克号数据集中不同年龄的人生存与死亡人数分布情况。(用折线图试试)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1be2bf11048>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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yYHP+bDz+96XwwS+gqbprCxZCCNEruBNs44G8Vs/zXcfabaO1tgPVQNt1ji4Btmqtm1sd+6drGMJ96hjfISulFiulMpVSmaWlpW6UK/qKP6/YR0lNMzec1h9zJyztFVS8iREfzyEsdyXFA+ZxaMIfaAwZ3OE/p7caEgpPngZRfnDd8gZe2tHMMcf0RwyE856G4ZfB9jfgH1OhcHvXFiyEEKLHcyfYtpcY2n46HbeNUmooxvCEm1q9vtA1ROF01+2q9n641vp5rXWG1jojMjLSjXJFX7Atr4rXvj7CrKExpEZ1bO+pctpI3PYk6SuvABSHxz9IWf8L0SbLCc8V/yvKD/40GSZGw8NfN3P3uiZaHMcIt2YrjFkEsx+Hlnp4cSZk/tNYLkwIIYRwgzvBNh9IbPU8ASg4VhullAUIBipczxOA94GrtdYHvztBa33UdV8LvIEx5EGIE7I5nCx5bweh/l7My0jo0Gt71+YydMV8EnY+Q1XcVA5NeISmIJkc9lP4WGDJd5PK9tq4+tNjTCr7TlSaMfY2eih8fBu8f5MRdIUQQogTcCfYbgYGKqVSlFJewAJgaZs2SzEmhwFcCqzWWmulVAjwCbBEa/3ld42VUhalVITrsRU4D9j1096K6Cte3nCYrMJarpnUDz+vjutFDT+8lJEfn4tf1X7yht9KwdCbcFo6b0JaX/I/k8qKTjCpDMAnGGY8AKMWGuvePj8dSvd1XcFCCCF6pBMGW9eY2VuAFUAW8LbWerdS6iGl1AWuZi8B4UqpbOAO4LslwW4BUoH72izr5Q2sUErtALYBR4EXOvKNid6pqLqJpz4/wNjkUMaldNDuXk47yZm/Z9CG22gKiOfgxEeNFQ9EhzszAR6dBDXNmos+qGdd3jEmlQGYzDDycpj1sLFj2fPTYNe7XVarEEKInkc2aBA9yu1vbePjHQX8+dKRRAX99N5Uc3M1g9bfSkjhBsoTz6Zo0JVGoBKdqqQBHt4MObVw/2QfFg21Hn8N4oZy+OJxKNkDZ9wF0+6SpdaEEMI9feofS7c2aBCiO9hypIL3tx7l3OFxHRJqfasOMHzZhQQVbeRo+o0UDVkkobaLRPnBH6fA+Gh48Msm7t3QhO1Yk8oA/MJh1iMw4Cz44jF493qwNXZdwUIIIXoEmeYtegSnU/PA0t2E+Xsxd1TcT75eaN7nDNxwG06TlZyMe2kMGdQBVYqT4WuBezLgtb3w7z02Dlc5eW6mHyE+x+hcMFthyi8hJAG2vAqVObDgPxAY3aV1CyGE6L6kx1b0CP/dkseuozVcMT4JH+tP6FXVmridzzF47WJa/KI5NOFhCbUeZFJwTRrcMQo2FzmY+34dB6uOM6lMKRh2KUxbAsW74YXpUCTzToUQQhgk2Ipur6bJxh+X72NwdCCTB7Td9+MkOO3033gPydv+THXMJA5n3I/d5ydcT3SYGYnwh0lQ3WTsVLY+/ziTygCSJxvr3dqb4aWZsG951xQqhBCiW5NgK7q9v646QEV9C4sm9zv+BKPjUI5mBq/7BdHZb1KaMpejw36BNnt1cKXip0gPgydPh3AfWPRpAy9sP85OZQDhA+DcJyA4Ht683BieIIQQok+TYCu6teySOl75Kodpg6NIifA/pWuYW2pIX3U1YXmfUTj4akpS58uM+m4q2g/+PAUmxcAjG5u5bXUjjbYTTSp7FOJGw0f/B1/8SXYqE0KIPkyCrei2tNY8/PEevC0m5o9LPPEJ7bA2lDB0xQICSreSN/wWKpJmd3CVoqP5WmDJWLh6CCzNtnPJh/Xk1x5npzKrD5x5H/SfDmt+D5/eCc7jjNMVQgjRa0mwFd3W6r0lfLG/lIvHJBDsaz3p831qDjNs+SX41OaQO/pOamImd0KVojMoBfMHwgPj4UiNk/Pfq+Oro8fbzMECp90OQy+GzS/AO9eCranrChZCCNEtSLAV3ZLN4eT3n2QRF+LDrKEnv5yTX0UWw5ZfhqWllpyx91AfPrwTqhSdbVw0/OU0CLTAVZ+cYNytMkHGdZBxPez5EP51CTRVd23BQgghPEqCreiW/r3xCIfL6lk4IRmL6eT+mvpV7CH9syvQysThcQ/QFDygk6oUXSE+AJ44HSa4xt3evLKRmubjjKMdehGc/ivI+xr+OQfqSrquWCGEEB4lwVZ0O9UNNv6y6gDD44MZnRhyUuf6Vexm6GdXoE1WcsbeQ4t/bCdVKbqSnwXuHgs3pMOqI3bOf6+OPeXHGUfbfzqceT+UZ8PLZ0NVbtcVK4QQwmMk2Ipu52+rD1DTaGPhhKSTWt7Lv3wXQz9biNPkRU7Gvdj8ZEeq3kQpuGgAPDoJals0F71fz3/3tRz7hPixMPNhqCuGl2dD2YGuK1YIIYRHSLAV3UpOWf33y3slh7u/vJd/+U7SP7sSp8nbCLW+UZ1YpfCkoeHw16kwJBTuXNvEb784zpJgUWlw9qPQUm/03BZu79pihRBCdCkJtqJbeWxZFhazYl5Ggtvn+JfvIP2zq3BaJNT2FaHe8PBEmJcKb+21ccF79ew91tCEsP7GLmXKBK+cB7kbu7ZYIYQQXUaCreg2Nh0qZ/nuYs4fEUeIn3u7ghk9ta5QO/ZebL6RnVyl6C7MChalwcMToKzRyQXv1/Parpb2V00IjjfCrXcQvDYXsld1fcFCCCE6nVvBVik1Wym1TymVrZS6q53XvZVSb7le36SU6uc6PlMptUUptdN1f2arc8a6jmcrpf6qTnWvVNErOJ2ahz/ZQ7i/F+eOcG/Cl2/VAdJWLcJp9pFQ24eNiYJnzoAR4XD/l03cuKKRyqZ2NnQIiILZj0JQHLyxAHZ/0PXFCiGE6FQnDLZKKTPwLHAOkA5crpRKb9PseqBSa50K/AV43HW8DDhfaz0cWAS83uqcvwOLgYGum2wJ1Yd9sO0ou47WMH9cIt4W8wnbe9flk7bqagCOjF0iobaPC/E2NnO4cSiszbUz+7/17W/o4BsKZ/8BIgYamzh8+/qP2wghhOix3OmxHQ9ka60Paa1bgDeBuW3azAVedT1+B5ihlFJa661a6wLX8d2Aj6t3NxYI0lp/rY3vDV8DLvzJ70b0SI0tDh5fvpcBkf5MSY04YXtrQwnpn12J2V7PkTF30eIX0wVViu7OpODC/vDk6WBVmoUfN/DwV0002dsMTfAKgLMegthRsPQW+Po5zxQshBCiw7kTbOOBvFbP813H2m2jtbYD1UB4mzaXAFu11s2u9vknuCYASqnFSqlMpVRmaWmpG+WKnuaF9YcormnmygnJmE4wIsXSXEX6qquxNpaQO+pOmgOTuqhK0VMMCIanp8KcfvDSzhbOfbee7SVtJpZZfeDM+yB5CqxYAmsehWPtaCaEEKLHcCfYtpc02n4CHLeNUmooxvCEm07imsZBrZ/XWmdorTMiI+Xr5t6muKaJv689yPiUMIbEBh23rclWz5DV1+JTe4i8kXfQGDKwi6oUPY2PBX4+HH4/EaqbnVz8QT1PbG6ixdHqnxmzFab+BlJnwhePwfIl4GxnbK4QQogew51gmw8ktnqeABQcq41SygIEAxWu5wnA+8DVWuuDrdq3Xs+pvWuKPuCJlfuwOZxcMf74Pa/K0czgtTcRUL6T/OG3Uh8+rIsqFD3Z6Eh49gyYFg9/+7aFC9+vJ6v1smAmM0y+FdLnwqa/G0MTHO2MzRVCCNEjuBNsNwMDlVIpSikvYAGwtE2bpRiTwwAuBVZrrbVSKgT4BFiitf7yu8Za60KgVik10bUawtXAhz/xvYgeZndBNf/NzOfsoTFEB/kcu6F2MnDDHYQUfcXR9MXURo3ruiJFjxdghTtGw73joKDOyfnv1vPHTa3G3ioTZNwAoxbCtn/DO9eAvdmjNQshhDg1Jwy2rjGztwArgCzgba31bqXUQ0qpC1zNXgLClVLZwB3Ad0uC3QKkAvcppba5bt+tnv8z4EUgGzgILOuoNyW6P601j3ySRYCPhYtGtzu8+nvJW/5AeO4yigYtpDpuahdVKHqbSTHw92kwLQGe29bC2f+t+2HlBKVg5OUw7kbI+gjemG/sViaEEKJHUe0uZt5NZWRk6MzMTE+XITrAqj3F3PBaJtdM7sfZQ4+9qkFM1sukZP6e8qTZFA26ygggQvxE28vgbzugsB4uG2zl7onehPq4/j8/exV89VdIGAdXvA2+IZ4tVgghfpo+9cEpO4+JLmdzOHnk0yziQnyYkXbs7W/DjiyjX+Yj1ESNo2jQlRJqRYcZGWGMvZ2XCu/ttzHjrXre2deCU2tIPQvOuAuOfguvnAt1JZ4uVwghhJsk2Iou9++NRzhcVs/C8clYTO3/FQwsyWTghttpDBlI/rBfGOMghehA3mZjS96np0KUr+bXa5u49MN6dpU6IHkyzLgfyrPh5dlQlevpcoUQQrhB0oLoUtUNNv6y6gDD4oMYndT+V7w+1YcYvOZGbD7h5I68A2326uIqRV+SEgR/mgK3jYJDVU7Of6+eu9c1Uhk2EmY+bPTYvjwbyg54ulQhhOg0Sql7lFK7lVI7XHOiJnTANS9QSt114pZuXavOnXYSbEWX+tvqA9Q02rhyQjKqnaEF1sZS0j43Ftg4Mvo3OLyOv7atEB3BpGBmIjw/HS5Igbf22pj2nzpeLx2AfeYjYGswwm3hdk+XKoQQHU4pNQk4DxijtR4BnMX/bs51vHMtx3pNa71Ua/1Yx1TpHgm2osscKq3jla9ymDY4kuRw/x+9bmzAcB1eTWXkjvo1Nr9oD1Qp+jJ/KyweBn+dCslBcN+GJmZ/HsVXwx9GKxO8ch7kbvR0mUII0dFigTLX7rBorcu01gVKqRylVASAUipDKbXW9fhBpdTzSqmVwGtKqU2uzbhwvb5WKTVWKXWNUuoZpVSw61om1+t+Sqk8pZRVKTVAKbVcKbVFKbVeKTXE1SZFKfW1UmqzUuphd9+IBFvRZR7+eA9eFhPzMhJ//KLTzqB1t+JfkUXe8FtpCh7Q9QUK4dIvCP4wEe7NgCabkyvWhXGL5QGaLEHw2oXGyglCCNF7rAQSlVL7lVLPKaXOcOOcscBcrfUVwJvAPAClVCwQp7Xe8l1DrXU1sB347rrnAyu01jbgeeBWrfVY4NfAc642TwN/11qPA4rcfSMSbEWXWL23mDX7SrlodDwhfm3GzGpN/033E1qwlsK0a6mLHOORGoVoTSmYFAvPToOfDYMNlaFMKb+HfBWNfmMB7P7A0yUKIUSH0FrXYQTVxUAp8JZS6poTnLZUa93oevw2cJnr8Tzgv+20fwuY73q8wPUzAoDJwH+VUtuAf2D0HgNMAf7jevy6u+9Fgq3odM12Bw99tIe4EB9mt7Nmbfyu54jOfpPSlLlUJszwQIVCHJvFBOelwItnwozUYObW38MWewrO/15LzVcve7o8IYToEFprh9Z6rdb6AYwNti4B7PyQFdtuEVrf6tyjQLlSagRGeH2znR+xFDhHKRWGEaJXu65dpbUe1eqW1rqsk30fEmxFp/vnlznklDdw1cR+WMz/+1cu4uB7JG17gqrY0ygZMM9DFQpxYn5WY3mwJ8/057WYJWxwDiNo5e2sefEuKupkC14hRM+llBqslBrY6tAo4AiQgxFCwQi6x/Mm8BsgWGu9s+2Lrl7hbzCGGHzsCtI1wGGl1GWuOpRSaqTrlC8xenYBFrr7XiTYik5VUtPEXz8/wNikUEYl/u/yXsGFGxjw9V3UhQ2jIH2xbMAgeoQIX7hppDe2yb9mo/dkpuf/nS/+dBl/Wb6L6kabp8sTQohTEQC8qpTao5TaAaQDDwK/A55WSq0HHCe4xjsYQfTt47R5C7jSdf+dhcD1SqntwG5gruv4L4FfKKU2A8HuvhHZUld0qjve3sbSbQX86dKRxAT/8C2GX0UWw1bMw+YTzuGM+3Fa/TxYpRCnSGu89r7HwPx32eQcwh3qTi6aPJzrTkshzF/WXxZCdAt9qtdIemxFp/k2t5L3vj3KnOGx/xNqveoLSFt9LU6zN0dG3ymhVvRcStGSdgl5w24hw3yQdy33smztOqY8vppHP82itFaGKAghRFeSYCs6hdOpeeDD3YT5e3HR6Pjvj5tbakj7/FrMtjqOjP4Ndp9wD1YpRMeoiZ3MkYx7iDCnnEg0AAAgAElEQVTXs8z/d1wVeZgX1h/i9MdX87uPdnO0qvHEFxFCCPGTSbAVneKdLfnsPFrNgnGJ+FjNAChHM4PX3oxPzWHyRt5Oc2CSh6sUouM0hgzi0PiHcfoEc1fFvbyXsYcJKWG8+lUOUx9fw21vbmVPQY2nyxRCiF7NrWCrlJqtlNqnlMpub89fpZS3Uuot1+ublFL9XMfDlVJrlFJ1Sqln2pyz1nXNba5bVEe8IeF5FfUt/GFZFoOiAzgtNcI4qDUDvr6L4OKNFAxdTH3Y0ONfRIgeyOYbyeGMB6kPH8aonb/nz5ZneebSwZw9NJrlu4uY89f1XPXSJjYcKKMnzW8QQoie4pj7+35HKWUGngVmAvnAZqXUUq31nlbNrgcqtdapSqkFwOMY65g1AfcBw1y3thZqrWU2WC/zyCdZ1DbZufucNJRrpYPEbX8m8vCHFKfOpzr2NA9XKETncVr9yB31ayIOf0jUwXeYVrGb2DP+zkVjxrAqq5iVu4u48qVNpMcGcdMZ/Tl3eOyPlsETQghxatz513Q8kK21PqS1bsFYp2xumzZzgVddj98BZiillNa6Xmu9ASPgij7gq4NlvPttPueNiCUxzJgUFr3/3yTs+jsV8TMo63eBhysUogsoE2X9L+LImLvwaihhxKdzSS5cwYWj4nl6wWgWn96f6kYbv3xzG2f8aS0vbzhMfbPd01ULIUSP506wjQfyWj3Pdx1rt43W2g5UA+7MCvqnaxjCfUq1v4ipUmqxUipTKZVZWlrqxiWFpzTZHNz93k6ig7y5eHQCAKF5n5PyzQPURoyhcMg1slat6FPqw4dzcOIjNAUkMGj9rfTb/BBe2Jk+JIo/XjqCX80aRKCPhYc+3sPkx1bzpxV7KamVfgAhRN9zomGv7nIn2LaXRNoODnOnTVsLtdbDgdNdt6vaa6S1fl5rnaG1zoiMjDxhscJznluTTU55A9dNScHLYiKwJJOB62+lMbAfeSNuAZPZ0yUK0eXsPuHkjL2X8qRziN37CsOWX4pv1QFMSpGRHMYD5w/loQuGMjg6kOfWHGTKY6u587/b2VskE82EEH1Dq2Gv52BsDnG5Uir9VK7lTrDNBxJbPU8ACo7VRillwdghouJ4F3XtK4zWuhZ4A2PIg+ihsktqeW7tQaakRjAiIQS/yr0MWX0Ddu9QckffiTa33WJaiD7EZKFo8FXkjrwdn9pcRnxyPrG7XwCnsZHPwOhAbp85iCfmjWT64CiWbi9g9lPrWfjiRtbsK8HplIlmQohezZ1hr2454eQxYDMwUCmVAhzF2C7tijZtlgKLgK+BS4HV+jhTfl3hN0RrXaaUsgLnAatOoX7RDTidmiXv7cTXauaqicl41+aS9vkitMnCkTF34fByeyc8IXq12qhxZAcPIm7vS/T79lHC8lZycPKfaArqB0BssC/XTknhsrGJfL63mJV7irn2n5sZEOnP9af15+Ix8d8vnyeEEJ2h312fPAWM6uDLbst57NzbjvN6e8NeJ5zKDzphj61rzOwtwAogC3hba71bKfWQUuq7mUAvAeFKqWzgDuD7sRFKqRzgSeAapVS+q2vZG1jh2o94G0ZgfuFU3oDwvLcz89icU8nlE5KIoIr0VVdjsjdyZMxd2Hxl+IgQrTm8g8kbcTv5Q3+Gf2UWIz6eQ8ze10A7v28T4GNh7qh4np4/il9MT8Wp4e73dzLp0c95cuU+GYcrhOhtTmVIa/sX6klrKWZkZOjMTFkdrDsprW1mxhNriQ/15cGZCQz77HJ8anI4MvZuGoNTPV2eEN2apamcuD0vEFi+g+qoCeSMf4CG0CE/aqe1Jquolk93FvLtkUosZsXcUfFcf1oKabFBHqhcCNGDdPtZ20qpScCDWuuzXc+XAGitHz3pa0mwFadKa83i17ewZm8Jf7xwEGdl3kxA6VZyR/+a+vARni5PiJ5Ba0KPriEq+03M9gaKB15B3qjbsXuHttu8sLqR5buK+GJ/Kc12J1NSw7nh9P6cMTASk6nbf34JIbpet/+HwTVEdT8wA+Nb/M3AFVrr3Sd9LQm24lS9vTmP37y7g0Xj4vhlxcOEHl1N/vBbqYmZ6OnShOhxzC21RB56h7C8z7F7BZI36g6KB14OpvanQtQ12Y1xuLuLqGiw0T/SnxtkHK4Q4se6fbAFUErNAZ4CzMDLWutHTuk6EmzFqcgtb2D20+sYGO7Fy/7PEJ7/OQVDrqMy8SxPlyZEj+Zdm0vMvtcJqNxNfchgcjLuoyZ28jHb2x1ONh6u4NOdhRwuqyfUz8pVE5O5clIyUYGyGokQomcE244iwVacNLvDyfx/bORgUTkrYl8kungtBUOupTJxpqdLE6J30JrAks3E7P83Xk2l1ESNI3/4LcZ21MfY5ETG4QohjkGCbXclwbZ7eGb1Af62chfLYp6nf9VXFKRdT2XCDE+XJUSvoxwthB5dQ0TOR1ibK6iNGEn+8Fuoij/zuLv4/Wgc7gDXONxBMg5XiD6oT/3SS7AVJ2VnfjXzn1vDG4F/Y1RzJgVpN1CZcKanyxKiV1NOGyEF64jIWYpXYyl1oekcHf4LKhJnHnMMLrQah7unmIr6FlKjArj5jAFcMDIOL4s7+/MIIXoBCbbdlQRbz2pscXDxX1dxf93vmchOCtJvoCp+uqfLEqLvcNoJKfqSiMNL8W4opMU3ipLU+RSnzqMlIP6Yp9kdTr4+VM7HOwrJrWggJsiHG05P4fLxSfh7u7NPjxCiB5Ng211JsPWsR977hqlbb+c0824Khi6mKu4MT5ckRN/kdBBYtpXQo6sJKNsOQFXcGRQPupzK+OnH7MXVWrM9v4ql2wvIKqwlyNfCokn9uGZyP8IDvLvyHQghuo4E2+5Kgq3nrNm0lahPFjHElEfh0MVUx031dElCCMDaWErI0bWEFnyBtbmCFt9IypPPpTxpNrWRY8HU/tJf2SW1LN1eQGZOJV4WE/MyErnx9P4khft18TsQQnQyCbbdlQRbz8jZ+SV+7yzEXzVRNPL/aIoa6emShBBtuXpxQwq+IKB8ByanjRafCCqSzqY8aTY10RPa7cktqGrk4x0FrD9QhlNrzh0Rx81n9GdoXLAH3oQQohP0iGCrlHoZOA8o0VoPO+XrSLAVx1O//UNM799IFYEcHXMnvuGJni5JCHECJnsjAWXbCCr5hsCybZgczdi8QqiOO52quNOpjj2NFr+Y/zmnor6FZbsK+TyrhEabg6kDI/jZtFQm9g9DHWcFBiFEt9cjfoGVUlOBOuA1Cbai42mN86u/wWf3s8PZn9xRv2JAdIinqxJCnCTlaCagbDtBpZn4l+/C2lIFQEPQACPoxp5GbdQ4HF6BANQ321mVVczyXUVUNdoYnRjCz6enMmNIlCwVJkTP1GN+cZVS/YCPJdiKjmVvgWV3wpZX+NgxgezBP2NmipenqxJC/FRa412XR0D5DgIqduFXuReTswWtTNSHDKE2ahw10eOojcyg3iuCL/aX8PGOQkpqmxkYFcDPpw/gvBFxWM2yVJgQPcjJBdsHg58CRnVwDdt4sPq2EzXqiGDbt9d5cTqgMgdK90LJHqgvA2U2Fj5XJuNmMoNXAEQMgsghENoPzL34j61oJ7x/ExTv5hn7XPbEXcYvUuRDTIheQSmaA5NoDkyivN95KEcLflX78avai1/VPqKz3yR236sANAUkkRY1jsvHZPBFcyqv7rNz+1vbeWLlfhZP7c+8jER8rO1PTBNCCE/pWz22DRWw50PI+8YIsqV7wd70w+tWf0CDdrpuGnAaAfg7Zi8I6w+RgyFqKKRMhYQMMFtPva7uwGGHL/8Cax/Hbg3g1obryAkYy6OTwSq5Voi+wWnHtzYHv8p9+FXtw69qPxZbDQAt3mHkBY7is7oUPqlOodh3IItOT+WqSckE+fTwf/+E6N1kKEI7P2g28DRgBl7UWj/W5nVv4DVgLFAOzNda5yilwoF3gHHAK1rrW1qdMxZ4BfAFPgV+qU9QzCkFW1sTHFgBO96G/SvAaQPfMAhJhtAk4z4kGUKSwOrb/jVaGqA6D6rzXfeuxzUFgAYvf+h3OvSfBv2nG6G3J022KN0H798MBd/SkHA6FxdeRakjgKdOhzAfTxcnhPAYrfFqKMD/+6C7D6/GEgAa8SHTkcoOUxph6dM4a+YcIsPCPFywEKIdPSaQdEmwVUqZgf3ATCAf2AxcrrXe06rNz4ERWuublVILgIu01vOVUv7AaGAYMKxNsP0G+CWwESPY/lVrvex4tZxUsM3bDFtfhz0fQFO1EWZTphrBM6x/xwTP5joo2gGF24xbTYFxPDAWBs2GIedByulg6aYLnzsdsPE5+PxhsHhTPepmLtg6mrJGzaOTYICs9iOEaMPSVPF9yLWU7yOwIRcTGps2U+g/hOChMwkeOgsSxoFFxuYL0Q30iGCrlPoPMA2IAIqBB7TWL530ddwItpOAB7XWZ7ueLwHQWj/aqs0KV5uvlVIWoAiI/K4HVil1DZDxXbBVSsUCa7TWQ1zPLwemaa1vOl4tbgXb4t2w6ndGL63FB5ImGWE2duQxFyrvMHXFULANCrbA0W+NYQ5eATBwJgw+17j37QYrC9hbYMdbsOFJqDgEiROpHP0z5n3mTV6Nk4cnQrp0vAgh3GCyNdBYtJ/i3L1E12UxQh3Eopw4LX6YUk4zvskacKYxR6EnfZMlRO/Rp37x3JkFFQ/ktXqeD0w4VhuttV0pVQ2EA2XHuWZ+m2u2u9G5UmoxsBggKSnp2FVW5cKaP8D2N42hAWOugSHnHnt4QWcIiIZBZxs3RwsUbofcjXBoLex+31gcvd9pRsgdMgeCE7quNgBbI3z7Gnz5NNQchbABMO1uaqIncuUnDeRUO/ndBAm1Qgj3Oa1+eCeOIilxFGWNcF92A9X5e5hg38msQ7uIPbDSaBiSDIPnwOBzIHlyz5+XIIToltwJtu0l/bbdvO60OaX2WuvngefB6LH9UYOGClj/BHzzvPF86EUw/DLwDjzOj+8CZi/jq7iEccZEtLL9RsjN22QspbXsTqMX+buQGz2s83oz6stg67/g62egvhSi0mHcjRA/lgY7XPtJPfvKndw7DkZGdE4JQojeL8IXrhzuR+3gDD7KyeCJwxDQUsaisJ1cYt5KeOZLqE1/B+8gGDjLCLmDZoN3gKdLF0L0Eu4E23yg9XZTCUDBMdrku4YiBAMVJ7hm6+7K9q55fFobE8KW3QnNtTBgBoy6AvwjT+oyXUKZjK/hIofA2GuMiWd5rpC79lFY+wdjDHDSREgcD4kTIG70qfc225uNax9cbdwKtxvH48bAab+CGGNMdpNdc+OKBrYWO/ntWBgX3TFvVwjRtwV6wRWD4OL+sDw3ghcOTefRiumMCWthSfJexrZswZS9Cna9YwwZGzQbhl1iDNfqym/ZhBC9jjtjbC0Yk8dmAEcxJo9dobXe3arNL4DhrSaPXay1ntfq9WtoNcbWdWwzcCuwCWPy2N+01p8er5bvx9jWl8HHt0HWR0bv48RfQGjyyb3z7qKxEvI3/7D8WLVrhIbJAjEjIXIQBERBQIxxHxhjPFbK6K1uKIdG131DhTHGOGc92BqMMcWRaUZIThhnTJpzqW7W3Lyyga8LHNwxCmbITrlCiE5ic8KafHg3G/LrISlIccMwC/PCDuKTtx6OfAlNVcYwsiHnGSF3wJkyXEGIjtGnxti6u9zXHOApjOW+XtZaP6KUegjI1FovVUr5AK9jrIBQASzQWh9ynZsDBAFeQBUwS2u9RymVwQ/LfS0DbnVrua9//Q4++j9orIbRCyH9os6fFNaVmqpdG0ZkGctw1RUb4ddpO/G5ymysyBA3ygizMcPB6vejZkeqnVy7rIHcGie/HAVndvFQXyFE3+TQ8HUhvHcI9lVCsBdcke7FonQzMXW74fA6yP3a+BbOPxJGzIdRCyE63dOlC9GTSbDtrjJSo3Tmlc1Gz+Npdxi7gPUFWkNLndEj21hp9NCCMU7NO9C49wk0Npg4wTjdLUV2bljRgN0J92bAsPAuqF8IIdrIqoD3DxlB16Tg/FQr1w33YniY01hV5uDnkP8NOO0QOwpGX2n05PrJ7FYhTpIE2+4qI86iM5+5DkYskK+oTsHSbBu/XttIhA88OB7iZb6GEMLDCuvho8OwMg8a7TA6ysSiYd7M6W/By1YDh7+A7FXG0oRmL0ifCxnXGUs5yvJhQrijT/2i9Kxgm9ZPZ376uqfL6HG01jy7tYU/b25maBjckwHB3XTPCCFE31Rvg1V58EkOHK2HCF/FFWlWFqZ7Ee1vMoLtgc/g0GpoqYeIwTDuemO4QndYH1yI7kuCbXeVMXyIzlz6gqfL6FGK6p389otGvshzMC0ebhsJ1l40JFkI0bs4NWwthY9zYHOxMUzhrGQLC9KsTE2wYHY2w+H1sH+ZsYyi1ReGXWr04saP8XT5QnRHEmy7Kwm27tNa82G2nfs3NNLsgGvT4Lx+8s2dEKLnKKyHT4/A6jyoaoG4AMX8IV7MG2wlNsAE5dmwb5kxXMHeZKwNnnE9DL/UWGFBCAESbLsvCbbuKW90cs/6JpYftpMWCrePkvG0Qoiey+aEjUWwItfozTUpmJZo5uJBXpyVbMHH2WDs8LhvGVTlGJNqRywwenFlRQUhJNh2VxJsj09rzYrDdu5Z30RNi2bhYLh4AJj71F9pIURvVlgPK3NhdT6UNRmbQZzX38rFg6xkRJtQZXuNgHvkS2Nr88QJRi9u+lyw+ni6fCE8oU+lAAm2vURmkZ3HNzWzuchB/2D41SjoF+TpqoQQonM4NOwsMwLul4XQ5ICEQMWFqVbmDLCS5leLOrgaDiyHmgJjd8fRC2HstRA+wNPlC9GVJNh2VxJsfyyr3MGfvmlida6DMG+4fBDMSgKLydOVCSFE12iyw1dFRsjdXgpOICVYcW5/K3P6m0lr2Y3av8zYytzpgP7TjGEKg+fI0pGiL5Bg211JsP3B4WoHf93SwgcHbPhb4ZIBcEEK+Fg8XZkQQnhOVbOx6cOGQthR9kPIndXPyjkxNYyoXo3pwEqoLzG2KR99NYxdBCFJni5diM4iwba76uvB1ubQfH7Ezut7WvjyqANvsxFmLxlgjDMTQgjxg9Yhd2e5MXwhxBtmJJpYELSD0VWfYSnINBoPnGX04g6c2bu2aRdCgm331VeDbUGdkzezWnhzr42SBk2kL8xOMoYchMlcCCGEOKF6G3xbCpuKILMUalvAomBmZAXXeq9hdM1qrM2VEBhnjMUddYWxfbsQPZ8E2+6qLwXbo7VOVubYWJFj55tCB1pDRhSck2zcm2UMrRBCnBKHE7IqYXMJbCuF7GqwYGeu1xau811LevMOFBqdPAU1+ipIv0DWxRU9mQTb7qo3B1utNfsrnXyWY2f5YRu7ypwAJAXC5BiYmQQxfh4uUggheqHqZtheZvTobisDS2M5F5vXM9/6BUkU02L2oy71AoInLMTc7zQwSc+C6FEk2HZXvSnYaq3JrnKyscDBxgI7GwsclDcZ/y2GhMKkGOMmGysIIUTX0RqKGmBXOews01gq9nGWbS1zzJvwV82UmSI4ED0bW/plpAwdT0KoL0q2dBTdW5/6C+pWsFVKzQaeBszAi1rrx9q87g28BowFyoH5Wusc12tLgOsBB/B/WusVruM5QK3ruF1rnXGiOnpysC1vdLKz1MmuMgc7Sx1sLnJQ4QqyEb4wIhyGhRvDDMJl3KwQQnQbpY2wr7QJ7+JvSa/ZwBjHDizKSZYzkZXmqeTHnUNCyhBGJgYzMiGEUH+ZzSu6FQm2/9NAKTOwH5gJ5AObgcu11ntatfk5MEJrfbNSagFwkdZ6vlIqHfgPMB6IA1YBg7TWDlewzdBal7lbbE8JtmWNTnaWOthVZtzvLHVQWP/Dn3OcPwwOgRERMDzcGGIg/8MvhBA9g26qxnFkIxElXxHfdACA7c7+fOyYyKeOCZjDkhmZGEJabCBpsUGkxwYRFegtPbvCU/rUXzx3gu0k4EGt9dmu50sAtNaPtmqzwtXma6WUBSgCIoG7Wrdt0y6HXhBsS+qNXthdZU52unpji1qF2Hh/GBAMqSGQGmw8DpD1wIUQolewNpYQVLyJwKKN+NceBmC/dTCfOibyXuMocnU0AKF+VtLjgkiLCSIt1rilRgXgJbvpiM7Xp4KtO8v5xwN5rZ7nAxOO1UZrbVdKVQPhruMb25wb73qsgZVKKQ38Q2v9fHs/XCm1GFgMkBQX7Ua5nUNrTX6tdoVYB7tdYbas8YcQmxBg9MSem/xDiPWXECuEEL2WzTeK8n7nU97vfKwNxQQXbyKxeBO31b7Kbd6vUuGfys6AKXyhxrGuysLmw5W0OIzJwRaTIjUqgPTYIIbEBjIoOpAhMUFEB0nvrhCnyp1g295vV9tu3mO1Od65U7TWBUqpKOAzpdRerfW6HzU2Au/zYPTYulHvT6a15lD1D2Nid7tuNS3G6yZlrFYwMtwIrwOCoX8Q+EmIFUKIPsvmF01ZygWUpVyAtaGYwNJvCSzdwtSS1zlDv0qLbxTl6WdxMHQqmaZhHKq0k1vRwNr9pby39ej31wnytTDYFXIHxQQyJMYIvcG+8iEjxIm4E2zzgcRWzxOAgmO0yXcNRQgGKo53rtb6u/sSpdT7GONwfxRsu0JNs2Z7qYNvix1sLXawtdhOtSvEWk2QEgRTYn8Isf0CwUs2phFCCHEMNr9oKpLPoSL5HMwttQSUbSOwdAtRh94j1vEGkyx+VMWdQcWgmVTGT6dK+5FX2Uh+RQO5FQ3kVTbw7rf5NLQ4vr9mTJAPQ2IDGRwdyOAY4zYgMgAfq3wgCfEdd4LtZmCgUioFOAosAK5o02YpsAj4GrgUWK211kqppcAbSqknMSaPDQS+UUr5Ayatda3r8SzgoQ55R26oatJsKjSW2NpUaCer3Pl993JSIEyMgcGhxrCCxADZDEEIIcSpc3gFUh13OtVxp6McLfhX7CawdAtBxV8TnrsMrczURI9nUPyZVCZMpyk9BZRCa015fQt5FQ3kVTSQW9nI4bJ6Nhwow+40vsA0K0W/CD8j6EYHfR94k8L8MJtkOIPoe9xd7msO8BTGcl8va60fUUo9BGRqrZcqpXyA14HRGD21C7TWh1zn3gNcB9iB27TWy5RS/YH3XZe3AG9orR85UR2nOnmswabZWGBnXb6xZuzeCmN8k5cJ0sJgWJhxPyhExsQKIYToItqJb80hAku3EFi6BZ+6fACaAhKNXtz4adRET8Rp+d81IO1OJ8XVzd/37OZVNJBf2UhxTdP3Y/18rCYGRQX+z1CGITGBRMrqDH1Rn/oP3is3aHBqTVa5k3X5dtbl2dlc5MDuBG8zpIUaS2wNDzeCrHyDI4QQojuwNpYSULadgPJtBFTsxuRoxmH2oSZmEpXx06iKm0ZzYOIxz2+yOTha1UhuRQP5FQ3kVTaSV9lAVYPt+zahftbvQ27r0BvoI706vZgE2+7qeMG20abZcNTO50eMW6lrtYKUIBgTadzSw2RsrBBCiO5POVrwq8wisGwbAeXb8W4oAqAhaABVCdOpjJtGbVQG2nzizSBqGm2unl0j6Oa7Hjfafhi/GxfiY0xWc4XewTGB9I/0x9siH5q9gATb7qptsC1pcLIqxwiyG47aaXaAn8UIseOijfsw2cVLCCFED+dVX0hA+TYCy7bjV7kHk9OOw+JH1f9v796D4yrPO45/n93VXiVZlmRkS3aQ3RqbQMItXJ06hLQd0mZC2tIBTzqT6dBJ/qAT0st0kv7TNh1mmplOS6ZXGCBNOikpIaFhmBZKE3r7oxAcbnbAjcFgG2T5Iml13dVenv5xXq1XRrbX1GhX2t9nZudc9uzh1aM9xw+vnvO+Gz7MxNBHmRj6CPPZ9Q2fz905Pl3k0NgcB8ejHt7DE3O8NT5Xq99NxIzN/blQv3vygbVNa7PEVL+7krTVL2vFJbbf++a9PHGgxL8cKLP7SAUnmrnrmoHodWlfNJKBiIjIahQrF8iO7416c4+/SLIQzXM0s3Z7rTZ3qv8KiDXyfPhi5UqVkXzhZO3uxByHxmYZnSzWjskm42wd6GLbQCfb1nfXyhnWdaXO288o55US21bVs2mr93z6HiAqMbhhA9ywHi7s0pS0IiLShtxJzRyOhhM7/gLZiX2YVyl3dDMxuDPU5u6knOn/f/1n5uYrvDUxy8FQzvDWeFTLm587Wb/bm0vWenYXangvGuiiM3XuCbacV22VIa2oxLZ741b/7bvvYccGGMw1uzUiIiKtJVaaoXNsD52hN7djfgLHmOn7QC3Jne67DGLnp3Y2P1eKhiOrG53h0PgshVK1dszGtRm2r+/ipy7oZHNfjs390UsjNCybtgryikpsL9m+1R9+4J5mN0NERKT1eZX01Ju13txMfj+GU052R7W5gzvJD+48p9rcRlTdOTZVPPnA2lj0wNpIvlCr34WopGFzf47h/lwt4R3uz7GlP8fa3NkfipOGKbFtVUpsRURE3p34/BS5sT10nniRzhMv01EcB2B2zUVMDO1kYsPPMDlwDR5/b2plq9XogbUjkwWO5AuM5Au19aNTBepyXtZkOhjuy7JlXSfDfTk2r4uS3+H+rIYmO3dKbFuVElsREZHzwJ3U9KFakpudeDUaaSGeZnLgWiYGP8LE4E4K3ZuX5SGWcqXK0akiR0KyO5KfqyW9x6fnFx3bl0vWyhmGF5Yh6c0mVc+7BCW2rUqJrYiIyPlnlQK5sVfoPPESnSdeIjU7AkAxu578+h3k11/P5IYbznvZQiPmy1VGJ0MP70LCG7brJ58AGOhORWUN6xaS3SjxfV9vlnT7zsikxLZVKbEVERF573XMjtJ54mVy43vJjf2YRGkKgLnuzeTX72By4BomL7iaUnagqe2cm6/Uenaj5cme3slCuXacARt60id7eutqejetzZJMrOpxQpXYtoL247MAAAuuSURBVColtiIiIsvMq6SnD5Ib20tubC/Z8VeJVwoAFDrfx+TA1UxecDVTF1xNoWu4ZcbfnCmWl6jnjRLfmeLJWdfiZgytzdQlvdlaT+9QT4ZEfMUnva3xC1kmSmxFRESkcdUK6ak3yE28SnZ8H9mJfbUe3VKql+n+y5juv4yp/suZ6fsg5VRPkxu8mLszVSxHvbx1D7At1PXWD1WWiBmberMM92W5sC9Kei8MozgMrc3QsTKSXiW2rUqJrYiISIvxKqmZt8lO7COT/wmZ/OukZt7CiPKLua5hZnovZWbtdmZ7L2Z27cXMZwZapme3nruTnytFiW5IeEcnF15F5kp1Pb0xY6gnw3Do5a0lvn05NvVmSCVapqa39QL9HlJiKyIiIudVrDRLZuoAmfxrZPL7SU+9SbJwrPZ+KdkTJbk925jrHqbQvYW57i3Rw2nWmr2gC0nv6GQ0ZNloeIhtdLLAaL7AzPzJpNeAwZ40w/05LuyLShqGejIM9mTYsCbN+jXp5eztbavEVuNiiIiIyHlV7cgy03sJM72X1PbFSjOkpw+SnjpIevogqamDXHDs+Vq9LkAlnqbQPUyha5hibohibpBiboj53CDF3CDl1Nqm9fSaGT3ZJD3ZJNvWdy16b6G8YTRfqEt6i4xOFnjpcJ6pugfZIMo013WlasnuYE+aDWui9fVr0vTlkvR3psgkW6bXd8VoqMfWzG4GvgrEgfvd/U9OeT8FfAO4CjgB3Obub4T3vgTcAVSAz7v7k42ccynqsRUREVlF3EkUx0nOjpCaGSE1O0JydoTk7CgdhRPEqovHsK3GU5TSfcyn11HK9FNK91FKR8tKsptysptKR1e0THZT7uiimkjjsWRTSx8KpQonZuY5MVVgfGqWiZkZ8tNzTM7MMDU7x9T0HF4t0UGFDsokqJCgQmfC6c1AbzrG2jSsSRo9KViTcrqS0JmMk04Y6USMVCJGKmEk40bUFxzyu2s/px7bemYWB/4K+DngMPBDM3vM3X9cd9gdwLi7/7SZ3Q58BbjNzN4P3A5cAgwC/2ZmF4XPnO2cIiIispqZUU73Uk73MlvXuwuAO/HSFB2F43QUToTlGIn5PIn5PJn8frqO7SYxP4l5denzL5zKYlTjKarxTLRMpHFL4BYHs7CM4RbHLXZyH7GwHQMc8wpWrYBXwnp50ZJqBfMy5lWsWgr7y1i1TKxaio5ZypkmU5sPr8nGw7rItZ97lx9cmRopRbgG2O/urwOY2beAW4D6JPQW4A/D+iPAX5qZhf3fcvcicMDM9ofz0cA53yEWi5PMdTfyc4mIiMiKt4YqGykCxdMd4lVipWnipRlida9oexarFIlVilh4xSrzWHU+SlCpglcx92gZkleqVXDHwvt4FTCIxWuJrsfiEM/gCwlxbCE5joVEOY7HQvIcS9TWPZYI5+nAY2F74dj64y2Ox8IxtvCZBFWLM1dNMFEy8kVjrgyzFZidh7kKzJRgthxeJfjbZftdtYZGEtsh4FDd9mHg2tMd4+5lM8sDfWH//5zy2aGwfrZzAmBmnwU+GzaLF12xc08DbW53/cDxZjeixSlGjVGcGqM4NUZxaozi1BjFqQH33sUed7+02e1YLo0ktkvVZpxamHu6Y063f6lHAZcs9nX3+4D7AMzsOXf/0OmbKqA4NUIxaozi1BjFqTGKU2MUp8YoTo0xs+ea3Ybl1MhYE4eBTXXbG4G3T3eMmSWANcDYGT7byDlFRERERBrWSGL7Q2CrmW02syTRw2CPnXLMY8BnwvqtwA88Gm7hMeB2M0uZ2WZgK/Bsg+cUEREREWnYWUsRQs3sbwJPEg3N9aC77zWzLwPPuftjwAPA34eHw8aIElXCcQ8TPRRWBu50jx4JXOqcDbT3vnP+CduT4nR2ilFjFKfGKE6NUZwaozg1RnFqTFvFaUXNPCYiIiIicjqtOW+diIiIiMg5UmIrIiIiIqvCikhszexmM9tnZvvN7IvNbk+rMLMHzeyome2p29drZk+Z2U/Ccm0z29gKzGyTmT1tZq+Y2V4zuyvsV6zqmFnazJ41sxdDnP4o7N9sZs+EOP1jeOCzrZlZ3MyeN7PHw7ZitAQze8PMXjazFxaGHNJ1t5iZ9ZjZI2b2arhHXa8YLWZm28J3aOE1aWZfUJzeycx+K9y/95jZQ+G+3lb3p5ZPbOum9P048H5gV5iqV+DvgJtP2fdF4PvuvhX4fthud2Xgd9z9YuA64M7wHVKsFisCN7n7ZcDlwM1mdh3RFNl/HuI0TjSFdru7C3ilblsxOr2PuvvldeON6rpb7KvAE+6+HbiM6HulGNVx933hO3Q5cBUwCzyK4rSImQ0Bnwc+FCZkiBM9zN9W96eWT2ypm9LX3eeBhel32567/yfRKBT1bgG+Hta/DnxqWRvVgtx9xN1/FNaniP7hGEKxWsQj02GzI7wcuIloqmxQnDCzjcAvAveHbUMxOhe67gIz6wZ2Eo0shLvPu/sEitGZfAx4zd3fRHFaSgLIhDkFssAIbXZ/WgmJ7VJT+g6d5liBAXcfgSihAy5ocntaipkNA1cAz6BYvUP4E/sLwFHgKeA1YMLdy+EQXX9wD/B7QDVs96EYnY4D/2pmu8P06KDrrt4W4BjwtVDacr+Z5VCMzuR24KGwrjjVcfe3gD8FDhIltHlgN212f1oJiW0jU/qKnJWZdQLfAb7g7pPNbk8rcvdK+HPfRqK/lly81GHL26rWYWafAI66++763Usc2rYxOsUOd7+SqJTsTjPb2ewGtZgEcCXwN+5+BTBDm/85/UxCbegngW83uy2tKNQY3wJsBgaBHNG1d6pVfX9aCYmtpt89N6NmtgEgLI82uT0twcw6iJLab7r7d8Nuxeo0wp9D/52oJrkn/FkLdP3tAD5pZm8QlUXdRNSDqxgtwd3fDsujRDWR16Drrt5h4LC7PxO2HyFKdBWjpX0c+JG7j4ZtxWmxnwUOuPsxdy8B3wVuoM3uTyshsdX0u+emfnrjzwDfa2JbWkKogXwAeMXd/6zuLcWqjpmtM7OesJ4hukm+AjxNNFU2tHmc3P1L7r7R3YeJ7kU/cPdPoxi9g5nlzKxrYR34eWAPuu5q3P0IcMjMtoVdHyOaqVMxWtouTpYhgOJ0qoPAdWaWDf/uLXyf2ur+tCJmHjOzXyDqFVmYfvfuJjepJZjZQ8CNQD8wCvwB8E/Aw8D7iL7kv+rupz5g1lbM7MPAfwEvc7Iu8veJ6mwVq8DMPkj0YEGc6H96H3b3L5vZFqLeyV7geeDX3L3YvJa2BjO7Efhdd/+EYvROISaPhs0E8A/ufreZ9aHrrsbMLid6EDEJvA78OuH6QzGqMbMs0fM2W9w9H/bpu3SKMEzjbUSjAT0P/AZRTW3b3J9WRGIrIiIiInI2K6EUQURERETkrJTYioiIiMiqoMRWRERERFYFJbYiIiIisioosRURERGRVUGJrYhIA8zsl8zMzWx7s9siIiJLU2IrItKYXcB/E03MICIiLUiJrYjIWZhZJ9F0uncQElszi5nZX5vZXjN73Mz+2cxuDe9dZWb/YWa7zezJhWk/RUTkvaXEVkTk7D4FPOHu/wuMmdmVwC8Dw8AHiGb3uR7AzDqAvwBudfergAcBzZYoIrIMEs1ugIjICrCLaFpviKam3AV0AN929ypwxMyeDu9vAy4FnoqmaycOjCxvc0VE2pMSWxGRMwjz0d8EXGpmTpSoOvDo6T4C7HX365epiSIiEqgUQUTkzG4FvuHuF7r7sLtvAg4Ax4FfCbW2A8CN4fh9wDozq5UmmNklzWi4iEi7UWIrInJmu3hn7+x3gEHgMLAHuBd4Bsi7+zxRMvwVM3sReAG4YfmaKyLSvszdm90GEZEVycw63X06lCs8C+xw9yPNbpeISLtSja2IyLv3uJn1AEngj5XUiog0l3psRURERGRVUI2tiIiIiKwKSmxFREREZFVQYisiIiIiq4ISWxERERFZFZTYioiIiMiq8H+GyY/totMzyQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 699.875x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "【思考】看到你的数据可视化，说说你的第一感受（比如：你一眼看出男生存活人数更多，那么性别可能会影响存活率）。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.7.7 任务七：可视化展示泰坦尼克号数据集中不同仓位等级的人年龄分布情况。（用折线图试试）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1be2e921940>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "【思考】看到你的数据可视化，说说你的第一感受（比如：你一眼看出男生存活人数更多，那么性别可能会影响存活率）。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.7.8 任务八：可视化展示泰坦尼克号数据集中不同登船港口的人生存与死亡人数分布情况。（柱状图试试）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以参考任务四。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "【思考】看到你的数据可视化，说说你的第一感受（比如：你一眼看出男生存活人数更多，那么性别可能会影响存活率）。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "【思考】到这里，我们的可视化就告一段落啦，如果你对数据可视化极其感兴趣，你还可以了解一下其他可视化模块，如：pyecharts，bokeh等，如果你在工作中使用数据可视化，你必须知道数据可视化最大的作用不是炫酷，而是最快体现数据的价值，你觉得呢？"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
